{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb)\n","\n","# BERT Sentence Embeddings with NLU \n","\n","BERT (Bidirectional Encoder Representations from Transformers) provides dense vector representations for natural language by using a deep, pre-trained neural network with the Transformer architecture.\n","\n","\n","\n","## Sources :\n","- https://arxiv.org/abs/1810.04805\n","- https://github.com/google-research/bert\n","\n","## Paper abstract\n","\n","We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications. BERT is conceptually simple and empirically powerful. It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement), MultiNLI accuracy to 86.7% (4.6% absolute improvement), SQuAD v1.1 question answering Test F1 to 93.2 (1.5 point absolute improvement) and SQuAD v2.0 Test F1 to 83.1 (5.1 point absolute improvement).\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907473262,"user_tz":-120,"elapsed":106852,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"56ee34a4-f841-47e0-9a26-141ae089a3c2"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","  \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:16:07--  https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r-                     0%[                    ]       0  --.-KB/s               \r-                   100%[===================>]   1.63K  --.-KB/s    in 0s      \n","\n","2021-05-01 22:16:07 (33.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing  NLU 3.0.0 with  PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K     |████████████████████████████████| 204.8MB 71kB/s \n","\u001b[K     |████████████████████████████████| 153kB 46.4MB/s \n","\u001b[K     |████████████████████████████████| 204kB 21.2MB/s \n","\u001b[K     |████████████████████████████████| 204kB 34.6MB/s \n","\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample sentence with BERT Sentence Embedder"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":184},"executionInfo":{"status":"ok","timestamp":1619907522195,"user_tz":-120,"elapsed":155775,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b0981d96-0eaf-4515-cdef-d70c93187d91"},"source":["import nlu\n","pipe = nlu.load('embed_sentence.bert')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>document</th>\n","      <th>sentence</th>\n","      <th>sentence_embedding_bert</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>He was suprised by the diversity of NLU</td>\n","      <td>[He was suprised by the diversity of NLU]</td>\n","      <td>[[-1.0726687908172607, 0.4481307566165924, -0....</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                  document  ...                            sentence_embedding_bert\n","0  He was suprised by the diversity of NLU  ...  [[-1.0726687908172607, 0.4481307566165924, -0....\n","\n","[1 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":602},"executionInfo":{"status":"ok","timestamp":1619907530923,"user_tz":-120,"elapsed":164497,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dfab4c59-6d25-4ed2-ea6b-6dfe24a77d87"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:18:41--  https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.18.142\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.18.142|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M  95.3MB/s    in 2.6s    \n","\n","2021-05-01 22:18:43 (95.3 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>label</th>\n","      <th>comment</th>\n","      <th>author</th>\n","      <th>subreddit</th>\n","      <th>score</th>\n","      <th>ups</th>\n","      <th>downs</th>\n","      <th>date</th>\n","      <th>created_utc</th>\n","      <th>parent_comment</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>NC and NH.</td>\n","      <td>Trumpbart</td>\n","      <td>politics</td>\n","      <td>2</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-10</td>\n","      <td>2016-10-16 23:55:23</td>\n","      <td>Yeah, I get that argument. At this point, I'd ...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0</td>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>Shbshb906</td>\n","      <td>nba</td>\n","      <td>-4</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-11</td>\n","      <td>2016-11-01 00:24:10</td>\n","      <td>The blazers and Mavericks (The wests 5 and 6 s...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0</td>\n","      <td>They were underdogs earlier today, but since G...</td>\n","      <td>Creepeth</td>\n","      <td>nfl</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>2016-09</td>\n","      <td>2016-09-22 21:45:37</td>\n","      <td>They're favored to win.</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0</td>\n","      <td>This meme isn't funny none of the \"new york ni...</td>\n","      <td>icebrotha</td>\n","      <td>BlackPeopleTwitter</td>\n","      <td>-8</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-10</td>\n","      <td>2016-10-18 21:03:47</td>\n","      <td>deadass don't kill my buzz</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0</td>\n","      <td>I could use one of those tools.</td>\n","      <td>cush2push</td>\n","      <td>MaddenUltimateTeam</td>\n","      <td>6</td>\n","      <td>-1</td>\n","      <td>-1</td>\n","      <td>2016-12</td>\n","      <td>2016-12-30 17:00:13</td>\n","      <td>Yep can confirm I saw the tool they use for th...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1010821</th>\n","      <td>1</td>\n","      <td>I'm sure that Iran and N. Korea have the techn...</td>\n","      <td>TwarkMain</td>\n","      <td>reddit.com</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>2009-04</td>\n","      <td>2009-04-25 00:47:52</td>\n","      <td>No one is calling this an engineered pathogen,...</td>\n","    </tr>\n","    <tr>\n","      <th>1010822</th>\n","      <td>1</td>\n","      <td>whatever you do, don't vote green!</td>\n","      <td>BCHarvey</td>\n","      <td>climate</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-05</td>\n","      <td>2009-05-14 22:27:40</td>\n","      <td>In a move typical of their recent do-nothing a...</td>\n","    </tr>\n","    <tr>\n","      <th>1010823</th>\n","      <td>1</td>\n","      <td>Perhaps this is an atheist conspiracy to make ...</td>\n","      <td>rebelcommander</td>\n","      <td>atheism</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-11 00:22:57</td>\n","      <td>Screw the Disabled--I've got to get to Church ...</td>\n","    </tr>\n","    <tr>\n","      <th>1010824</th>\n","      <td>1</td>\n","      <td>The Slavs got their own country - it is called...</td>\n","      <td>catsi</td>\n","      <td>worldnews</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-23 21:12:49</td>\n","      <td>I've always been unsettled by that. I hear a l...</td>\n","    </tr>\n","    <tr>\n","      <th>1010825</th>\n","      <td>1</td>\n","      <td>values, as in capitalism .. there is good mone...</td>\n","      <td>frogking</td>\n","      <td>politics</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>2009-01</td>\n","      <td>2009-01-24 06:20:14</td>\n","      <td>Why do the people who make our laws seem unabl...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1010826 rows × 10 columns</p>\n","</div>"],"text/plain":["         label  ...                                     parent_comment\n","0            0  ...  Yeah, I get that argument. At this point, I'd ...\n","1            0  ...  The blazers and Mavericks (The wests 5 and 6 s...\n","2            0  ...                            They're favored to win.\n","3            0  ...                         deadass don't kill my buzz\n","4            0  ...  Yep can confirm I saw the tool they use for th...\n","...        ...  ...                                                ...\n","1010821      1  ...  No one is calling this an engineered pathogen,...\n","1010822      1  ...  In a move typical of their recent do-nothing a...\n","1010823      1  ...  Screw the Disabled--I've got to get to Church ...\n","1010824      1  ...  I've always been unsettled by that. I hear a l...\n","1010825      1  ...  Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment and Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment       "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":566},"executionInfo":{"status":"ok","timestamp":1619907572271,"user_tz":-120,"elapsed":205839,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"71097884-8bd2-489f-be91-e207183c065b"},"source":["pipe = nlu.load('pos sentiment embed_sentence.bert') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to sentence since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='sentence')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sentence</th>\n","      <th>pos</th>\n","      <th>spell</th>\n","      <th>sentiment</th>\n","      <th>sentiment_confidence</th>\n","      <th>sentence_embedding_bert</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>[NNP, CC, NNP, .]</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-1.059532642364502, 0.9238302707672119, -1.06...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>[PRP, VBP, VB, NN, NNS, VBP, IN, NN, NNS, JJR,...</td>\n","      <td>[You, do, know, west, teams, play, against, we...</td>\n","      <td>negative</td>\n","      <td>0.4733</td>\n","      <td>[-0.9636414647102356, -0.046410106122493744, -...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>They were underdogs earlier today, but since G...</td>\n","      <td>[PRP, VBD, NNS, RBR, NN, ,, CC, IN, NNP, NN, D...</td>\n","      <td>[They, were, underdogs, earlier, today, ,, but...</td>\n","      <td>negative</td>\n","      <td>0.5118</td>\n","      <td>[-0.6074598431587219, 0.13940860331058502, -0....</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>This meme isn't funny none of the \"new york ni...</td>\n","      <td>[DT, NN, NN, JJ, NN, IN, DT, '', JJ, NNP, NN, ...</td>\n","      <td>[This, meme, isn't, funny, none, of, the, \", n...</td>\n","      <td>negative</td>\n","      <td>0.5155</td>\n","      <td>[-0.6330281496047974, 0.13020245730876923, 0.0...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>I could use one of those tools.</td>\n","      <td>[PRP, MD, VB, CD, IN, DT, NNS, .]</td>\n","      <td>[I, could, use, one, of, those, tools, .]</td>\n","      <td>negative</td>\n","      <td>0.4745</td>\n","      <td>[-1.3357948064804077, 1.081745982170105, -0.41...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>495</th>\n","      <td>CS 1.6, Source and GO Cities skylines Getting ...</td>\n","      <td>[NNP, CD, ,, NNP, CC, NNP, NNP, NNS, VBG, NN, ...</td>\n","      <td>[CS, 1.6, ,, Source, and, GO, Cities, skylines...</td>\n","      <td>positive</td>\n","      <td>0.4526</td>\n","      <td>[-0.33594822883605957, -0.4027842581272125, -0...</td>\n","    </tr>\n","    <tr>\n","      <th>496</th>\n","      <td>Or a \"Your Welcome\"</td>\n","      <td>[CC, DT, '', PRP$, JJ, '']</td>\n","      <td>[Or, a, \", Your, Welcome, \"]</td>\n","      <td>negative</td>\n","      <td>0.5927</td>\n","      <td>[-1.8244224786758423, 0.797812819480896, -0.53...</td>\n","    </tr>\n","    <tr>\n","      <th>497</th>\n","      <td>But I want it to charge Super fast!</td>\n","      <td>[CC, PRP, VBP, PRP, TO, VB, NNP, RB, .]</td>\n","      <td>[But, I, want, it, to, charge, Super, fast, !]</td>\n","      <td>negative</td>\n","      <td>0.4300</td>\n","      <td>[-1.131241798400879, 0.3491775691509247, -0.67...</td>\n","    </tr>\n","    <tr>\n","      <th>498</th>\n","      <td>Right, but I don't think it makes sense to com...</td>\n","      <td>[RB, ,, CC, PRP, VBP, VB, PRP, VBZ, NN, TO, VB...</td>\n","      <td>[Right, ,, but, I, don't, think, it, makes, se...</td>\n","      <td>negative</td>\n","      <td>0.5063</td>\n","      <td>[0.10539919137954712, 0.7969365119934082, -0.5...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>[NNP, NN, NNS, VBP, TO, VB, JJ, NN, IN, DT, NN...</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>600 rows × 6 columns</p>\n","</div>"],"text/plain":["                                              sentence  ...                            sentence_embedding_bert\n","0                                           NC and NH.  ...  [-1.059532642364502, 0.9238302707672119, -1.06...\n","1    You do know west teams play against west teams...  ...  [-0.9636414647102356, -0.046410106122493744, -...\n","2    They were underdogs earlier today, but since G...  ...  [-0.6074598431587219, 0.13940860331058502, -0....\n","3    This meme isn't funny none of the \"new york ni...  ...  [-0.6330281496047974, 0.13020245730876923, 0.0...\n","4                      I could use one of those tools.  ...  [-1.3357948064804077, 1.081745982170105, -0.41...\n","..                                                 ...  ...                                                ...\n","495  CS 1.6, Source and GO Cities skylines Getting ...  ...  [-0.33594822883605957, -0.4027842581272125, -0...\n","496                                Or a \"Your Welcome\"  ...  [-1.8244224786758423, 0.797812819480896, -0.53...\n","497                But I want it to charge Super fast!  ...  [-1.131241798400879, 0.3491775691509247, -0.67...\n","498  Right, but I don't think it makes sense to com...  ...  [0.10539919137954712, 0.7969365119934082, -0.5...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","\n","[600 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1619907572598,"user_tz":-120,"elapsed":206160,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fae91c04-0f6c-4dbd-e487-48631efe9afc"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions = predictions[predictions.sentiment!= 'na']\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f9e1c96e290>"]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.sentence_embedding_bert])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 5.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907593927,"user_tz":-120,"elapsed":6567,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"23266865-3763-46bb-cfd8-021a3424c652"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (571, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","import matplotlib.pyplot as plt1\n","\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE BERT Sentence embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907813520,"user_tz":-120,"elapsed":1634,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2ae05693-a9da-410a-ee20-807f6a8196a3"},"source":["tsne_df =  pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Sarcasm label')\n","plt1.savefig(\"bert_sarcasam\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE BERT Sentence embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907821976,"user_tz":-120,"elapsed":1772,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"957c9fde-9b67-47d1-9485-ce5f434f6457"},"source":["tsne_df =  pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Sentiment')\n","plt1.savefig(\"bert_senitment\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE USE embeddings with hue for POS     \n","Because we will have a list of pos labels for each sentence, we need to explode on the pos column and then do the data peperation for T-SNE again before we can visualize with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"OZ_2DTk9bC-O","colab":{"base_uri":"https://localhost:8080/","height":406},"executionInfo":{"status":"ok","timestamp":1619907823814,"user_tz":-120,"elapsed":334,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bd7358c4-c440-4804-ea37-68a67776b4d8"},"source":["predictions_exploded_on_pos = predictions.explode('pos')\n","predictions_exploded_on_pos"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sentence</th>\n","      <th>pos</th>\n","      <th>spell</th>\n","      <th>sentiment</th>\n","      <th>sentiment_confidence</th>\n","      <th>sentence_embedding_bert</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>NNP</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-1.059532642364502, 0.9238302707672119, -1.06...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>CC</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-1.059532642364502, 0.9238302707672119, -1.06...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>NNP</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-1.059532642364502, 0.9238302707672119, -1.06...</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>NC and NH.</td>\n","      <td>.</td>\n","      <td>[NC, and, NH, .]</td>\n","      <td>negative</td>\n","      <td>0.5229</td>\n","      <td>[-1.059532642364502, 0.9238302707672119, -1.06...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>You do know west teams play against west teams...</td>\n","      <td>PRP</td>\n","      <td>[You, do, know, west, teams, play, against, we...</td>\n","      <td>negative</td>\n","      <td>0.4733</td>\n","      <td>[-0.9636414647102356, -0.046410106122493744, -...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>IN</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>DT</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>NN</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>VBG</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","    <tr>\n","      <th>499</th>\n","      <td>Hard drive requirements tend to include extra ...</td>\n","      <td>.</td>\n","      <td>[Hard, drive, requirements, tend, to, include,...</td>\n","      <td>positive</td>\n","      <td>0.5396</td>\n","      <td>[-0.8011002540588379, 1.111019253730774, -0.85...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>7916 rows × 6 columns</p>\n","</div>"],"text/plain":["                                              sentence  ...                            sentence_embedding_bert\n","0                                           NC and NH.  ...  [-1.059532642364502, 0.9238302707672119, -1.06...\n","0                                           NC and NH.  ...  [-1.059532642364502, 0.9238302707672119, -1.06...\n","0                                           NC and NH.  ...  [-1.059532642364502, 0.9238302707672119, -1.06...\n","0                                           NC and NH.  ...  [-1.059532642364502, 0.9238302707672119, -1.06...\n","1    You do know west teams play against west teams...  ...  [-0.9636414647102356, -0.046410106122493744, -...\n","..                                                 ...  ...                                                ...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","499  Hard drive requirements tend to include extra ...  ...  [-0.8011002540588379, 1.111019253730774, -0.85...\n","\n","[7916 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"k1M_a4pmfMGA"},"source":["## 6.2 Preprocess data for TSNE again"]},{"cell_type":"code","metadata":{"id":"K0rpmiy6a2UK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907897657,"user_tz":-120,"elapsed":66145,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9260eb2c-7e12-4ed5-d243-e6190d872cee"},"source":["\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions_exploded_on_pos.sentence_embedding_bert])\n","\n","\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (7916, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6ze0HWqqfQDh"},"source":["# 6.3 Plot low dimensional T-SNE BERT Sentence embeddings with hue for POS      \n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907908491,"user_tz":-120,"elapsed":3280,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b1c42a80-a517-45d3-ac8b-1b2acbad24cd"},"source":["tsne_df =  pd.DataFrame(low_dim_data, predictions_exploded_on_pos.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Part of Speech Tag')\n","plt1.savefig(\"bert_pos\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1008 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more sentence embedding models!      \n","Make sure to try them all out!       \n","You can change 'embed_sentence.bert' in nlu.load('embed_sentence.bert') to bert, xlnet, albert or any other of the **20+ sentence embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907911454,"user_tz":-120,"elapsed":433,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ae8ad993-5113-49ff-97f8-b4a606e6bf38"},"source":["nlu.print_all_model_kinds_for_action('embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language <en> NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language <fi> NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language <xx> NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]}